{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# Brief Introduction to Hyperspectral Target Detection"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The goal of hyperspectral target detection is to detect whether a particular target signature is found within each pixel of a hyperspectral data cube.  In general, target detection approaches are not effective at estimating *how much* of a target is found within the field of view of a pixel (that would be unmixing) - just whether or not the material is there (with some confidence).  \n",
    "\n",
    "The most commonly used hyperspectral target detection algorithms are the *Spectral Matched Filter* (SMF) and the *Adaptive Cosine Estimator* (ACE).  Both methods require having the target signature that you are looking for in advance.  Both approaches estimate a target confidence by  computing the cosine of the angle between the target signature and a test pixel in a whitened space (i.e., after background normalization).  The primary difference between the approaches is that SMF takes magnitude into account whereas ACE does not.  They are computed as follows:\n",
    "\n",
    "$SMF = \\frac{\\left(\\left(\\mathbf{s}-\\mu\\right)^T \\Sigma^{-1}\\left(\\mathbf{x}-\\mu\\right)\\right)^2}{\\left(\\mathbf{s}-\\mu\\right)^T \\Sigma^{-1}\\left(\\mathbf{s}-\\mu\\right)}$\n",
    "\n",
    "$ACE = \\frac{\\left(\\left(\\mathbf{s}-\\mu\\right)^T \\Sigma^{-1}\\left(\\mathbf{x}-\\mu\\right)\\right)^2}{\\left(\\mathbf{s}-\\mu\\right)^T \\Sigma^{-1}\\left(\\mathbf{s}-\\mu\\right)\\left(\\mathbf{x}-\\mu\\right)^T \\Sigma^{-1}\\left(\\mathbf{x}-\\mu\\right)}$\n",
    "\n",
    "where $\\mathbf{s}$ is the target signature, $\\mathbf{x}$ is the pixel under test, $\\mu$ is the background mean, and $\\Sigma$ is the background covariance. \n",
    "\n",
    "<img src=\"ACE.png\" alt=\"Hyperspectral Mixing Models\" style=\"width: 500px;\"/>\n",
    "\n",
    "**Estimating Background Mean and Covariance**  \n",
    "It is often challenging to determine how to estimate the background mean and covariance.  If there are very few targets in a scene, it may be sufficient to simply use the global mean and covariance of the scene to represent the background.  There has also been work to segment the scene and, then, compute the background statistics for each segment. Please see:\n",
    "<ul>\n",
    "<li> H. Jenzri, H. Frigui and P. Gader, \"Context dependent hyperspectral subpixel target detection,\" 2014 IEEE International Conference on Image Processing (ICIP), Paris, 2014, pp. 5062-5066. <url>http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=7026025&isnumber=7024995</url>\n",
    "<li> T. Glenn, \"Context-dependent Detection in Hyperspectral Imagery,\" Ph.D. Thesis, University of Florida, 2013.<url> http://ufdc.ufl.edu/UFE0046170/00001/pdf?search=context-dependent </url>\n",
    "<li> T. Glenn, D. Dranishnikov, P. Gader, and A. Zare, “Subpixel target detection in hyperspectral imagery using piece-wise convex spatial-spectral unmixing, possibilistic and fuzzy clustering, and co-registered LiDAR,” in IEEE Int. Geoscience and Remote Sens. Symp.(IGARSS)), 2013, pp. 1063-1066. <url>https://doi.org/10.1109/IGARSS.2013.6721347</url>\n",
    "</ul>\n",
    "There are also approaches in which the background statistics are computed in a \"sliding-window\" approach to focus only on local information during background estimation. The challenge with these approaches is determining window size.  If the window is too small, you may have issues estimating the background statistics reliably.  Yet, if the window is too large, you are no longer using only local information.  \n",
    "  \n",
    "**Other Detection Approaches**  \n",
    "There are also many other sub-pixel target detection approaches outside of SMF and ACE in the literature.  For example, there are a number of methods that leverage spectral unmixing results to perform target detection: \n",
    "<ul>\n",
    "<li> J. Broadwater and R. Chellappa, \"Hybrid Detectors for Subpixel Targets,\" in IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 29, no. 11, pp. 1891-1903, Nov. 2007. <url>http://ieeexplore.ieee.org/abstract/document/4302756/</url> \n",
    "<li> A. K. Ziemann, \"Local spectral unmixing for target detection,\" 2016 IEEE Southwest Symposium on Image Analysis and Interpretation (SSIAI), Santa Fe, NM, 2016, pp. 77-80. doi: 10.1109/SSIAI.2016.7459179 <url>http://ieeexplore.ieee.org/document/7459179/</url>\n",
    "</ul>\n",
    "\n",
    "Furthermore, there is a large body of literature and methods for *anomaly detection*.  This is distinct from target detection since there is no specific target but, rather, the goal is to detect anything that is anomalous from the background.  Much like target detection, a key aspect in anomaly detection is performing effective background estimation.  A commonly used anomaly detector is the RX detector: \n",
    "I. Reed, and X. Yu. \"Adaptive multiple-band CFAR detection of an optical pattern with unknown spectral distribution.\" IEEE Transactions on Acoustics, Speech, and Signal Processing 38.10 (1990): 1760-1770.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# imports and setup\n",
    "import numpy as np\n",
    "import os.path\n",
    "import scipy.io\n",
    "from loadmat import loadmat\n",
    "\n",
    "import matplotlib as mpl\n",
    "%matplotlib inline\n",
    "default_dpi = mpl.rcParamsDefault['figure.dpi']\n",
    "mpl.rcParams['figure.dpi'] = default_dpi*2\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from hsi_detectors import smf_detector,ace_detector"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# load gulfport campus image\n",
    "img_fname = 'muufl_gulfport_campus_w_lidar_1.mat'\n",
    "spectra_fname = 'tgt_img_spectra.mat'\n",
    "\n",
    "dataset = loadmat(img_fname)['hsi']\n",
    "\n",
    "hsi = dataset['Data']\n",
    "n_r,n_c,n_b = hsi.shape\n",
    "wvl = dataset['info']['wavelength']\n",
    "rgb = dataset['RGB']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The MUUFL Gulfport data set includes 64 emplaced targets that vary from $0.25m^2$ to $3m^2$ in size.  The spatial resolution of the hyperspectral data cube is $1m^2$.  Thus, these targets vary from super- to sub-pixel in size with the smallest targets covering a maximum of a quarter of a pixel's field of view (if located fully within that pixel and not straddling multiple pixels).  Furthermore, the targets may be subpixel due to occlusion from trees on the campus.  \n",
    "\n",
    "Lets run target detection methods to try to find these targets: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# load the target signatures\n",
    "spectra_dataset = loadmat(spectra_fname)\n",
    "tgts = spectra_dataset['tgt_img_spectra']['spectra']\n",
    "tgt_names = spectra_dataset['tgt_img_spectra']['names']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(72, 4)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# check out the shape of the targets array\n",
    "tgts.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[-0.04643668, -0.08771088, -0.05649065,  0.00877197],\n",
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       "       [ 0.0542939 ,  0.06305252,  0.1688516 ,  0.23379818],\n",
       "       [ 0.06001364,  0.05256083,  0.15617073,  0.23342621],\n",
       "       [ 0.06682437,  0.05755077,  0.14882763,  0.23014994],\n",
       "       [ 0.07379279,  0.06006869,  0.14177495,  0.22960919],\n",
       "       [ 0.0755864 ,  0.05768839,  0.13084373,  0.21975952],\n",
       "       [ 0.07983305,  0.0571556 ,  0.1280267 ,  0.21028547],\n",
       "       [ 0.08339769,  0.06377614,  0.1308885 ,  0.20668094],\n",
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       "       [ 0.70755404,  0.6995288 ,  0.6558069 ,  0.21874447],\n",
       "       [ 0.69420564,  0.68696994,  0.6550401 ,  0.23309503],\n",
       "       [ 0.70473313,  0.7028682 ,  0.6725863 ,  0.22883654],\n",
       "       [ 0.70906365,  0.7106922 ,  0.6837515 ,  0.24111465],\n",
       "       [ 0.6959979 ,  0.6932969 ,  0.67571765,  0.24557568],\n",
       "       [ 0.70946884,  0.70862144,  0.69348156,  0.25267345],\n",
       "       [ 0.70711166,  0.71447635,  0.6964737 ,  0.2715021 ],\n",
       "       [ 0.7258239 ,  0.7135296 ,  0.71111274,  0.29379037],\n",
       "       [ 0.72974753,  0.71718794,  0.7119839 ,  0.3023209 ],\n",
       "       [ 0.7308675 ,  0.7276865 ,  0.70633614,  0.31712332],\n",
       "       [ 0.7336772 ,  0.7343624 ,  0.7281957 ,  0.32630587],\n",
       "       [ 0.72747606,  0.7300275 ,  0.7171638 ,  0.34602925],\n",
       "       [ 0.7291225 ,  0.7306623 ,  0.7208735 ,  0.35208747],\n",
       "       [ 0.7191757 ,  0.7096175 ,  0.7111911 ,  0.36284   ],\n",
       "       [ 0.72190434,  0.7185992 ,  0.71670055,  0.38302714],\n",
       "       [ 0.73305494,  0.68983835,  0.71319276,  0.40820318],\n",
       "       [ 0.73236746,  0.72125536,  0.7322222 ,  0.42936322],\n",
       "       [ 0.6901172 ,  0.73134613,  0.71859264,  0.41646674],\n",
       "       [ 0.6852207 ,  0.69360644,  0.67638576,  0.45685935],\n",
       "       [ 0.74415547,  0.7230046 ,  0.69688636,  0.470155  ],\n",
       "       [ 0.6893991 ,  0.6905252 ,  0.67994034,  0.45416823],\n",
       "       [ 0.7109906 ,  0.6702618 ,  0.6579349 ,  0.47086573],\n",
       "       [ 0.720172  ,  0.6818251 ,  0.6929629 ,  0.49868676],\n",
       "       [ 0.7097837 ,  0.7123309 ,  0.70794404,  0.52525336],\n",
       "       [ 0.68494684,  0.6747674 ,  0.66255194,  0.540398  ],\n",
       "       [ 0.6936227 ,  0.6906036 ,  0.6714612 ,  0.52699375],\n",
       "       [ 0.69051784,  0.6794868 ,  0.63401055,  0.5339486 ],\n",
       "       [ 0.66799915,  0.6625037 ,  0.6595125 ,  0.4933279 ],\n",
       "       [ 0.61024326,  0.6444735 ,  0.6352399 ,  0.51269716],\n",
       "       [ 0.6130861 ,  0.5532241 ,  0.63066846,  0.47536933]],\n",
       "      dtype=float32)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# check out the target values\n",
    "tgts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['brown', 'dark_green', 'faux_vineyard_green', 'pea_green'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# look at the target names\n",
    "tgt_names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'MUUFL Target Signatures')"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the target signature spectra\n",
    "plt.plot(wvl,tgts)\n",
    "plt.legend(tgt_names)\n",
    "plt.ylim(0,1)\n",
    "plt.ylabel('Reflectance (%)')\n",
    "plt.xlabel('Wavelength (nm)')\n",
    "plt.title('MUUFL Target Signatures')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# select the spectra for the Brown target, try to find it using Adaptive Cosine Estimator (ACE)\n",
    "br_sig = tgts[:,0]\n",
    "\n",
    "conf = ace_detector(hsi,br_sig)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'ACE Confidence Map')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the ACE confidence map\n",
    "# ACE confidence ranges from -1 to 1 with -1 having low confidence and 1 having high confidence\n",
    "plt.imshow(conf)\n",
    "plt.colorbar()\n",
    "plt.title('ACE Confidence Map')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x2166a563668>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Apply threshold to confidence map to make target declarations\n",
    "# AKA select all pixels with a confidence higher than 0.5\n",
    "plt.imshow(conf > 0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'SMF Confidence Map')"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# run the same signature (brown target) in Spectral Matched Filter (SMF)\n",
    "conf_smf = smf_detector(hsi,br_sig)\n",
    "plt.imshow(conf_smf)\n",
    "plt.colorbar()\n",
    "plt.title('SMF Confidence Map')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x2166b6369b0>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Apply threshold to make declarations\n",
    "# AKA select all pixels with a confidence higher than 5\n",
    "plt.imshow(conf_smf > 5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# load the ground truth target locations\n",
    "gt = dataset['groundTruth']\n",
    "gt_row,gt_col,gt_name = gt['Targets_rowIndices'],gt['Targets_colIndices'],gt['Targets_Type']\n",
    "\n",
    "br_rc = [(row,col) for row,col,name in zip(gt_row,gt_col,gt_name) if name == 'brown']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(137, 236),\n",
       " (121, 226),\n",
       " (105, 218),\n",
       " (181, 243),\n",
       " (200, 234),\n",
       " (215, 253),\n",
       " (223, 256),\n",
       " (187, 227),\n",
       " (191, 213),\n",
       " (231, 180),\n",
       " (222, 176),\n",
       " (211, 172),\n",
       " (238, 147),\n",
       " (264, 95),\n",
       " (293, 143)]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# inspect\n",
    "br_rc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'SMF Target Detection')"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the ground truth over the declaration map\n",
    "plt.figure(figsize=(15,5))\n",
    "plt.subplot(1,2,1)\n",
    "plt.imshow(conf_smf > 5)\n",
    "for r,c in br_rc:\n",
    "    plt.plot(c,r,'rx')\n",
    "plt.title('Ground Truth Locations')\n",
    "plt.subplot(1,2,2)\n",
    "plt.imshow(conf_smf > 5)\n",
    "plt.title('SMF Target Detection')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
